We compare our proposed FMP with representative GNNs, such as GCN [1]}, GAT [2]}, SGC [3]}, and APPNP [4]}, and MLP. For all models, we train 2 layers neural networks with 64 hidden units for 300 epochs. Additionally, We also compare adversarial debiasing and adding demographic regularization methods to show the effectiveness of the proposed method.
